{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "hTaqBmW-0RKi"
      },
      "cell_type": "markdown",
      "source": [
        "# Install CCXT"
      ]
    },
    {
      "metadata": {
        "id": "Ae8XNG1oSAI0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4612bd2c-611d-4e81-f57e-e3c50a384a17"
      },
      "cell_type": "code",
      "source": [
        "!pip install ccxt"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: ccxt in /usr/local/lib/python3.10/dist-packages (4.1.51)\n",
            "Requirement already satisfied: setuptools>=60.9.0 in /usr/local/lib/python3.10/dist-packages (from ccxt) (67.7.2)\n",
            "Requirement already satisfied: certifi>=2018.1.18 in /usr/local/lib/python3.10/dist-packages (from ccxt) (2023.7.22)\n",
            "Requirement already satisfied: requests>=2.18.4 in /usr/local/lib/python3.10/dist-packages (from ccxt) (2.31.0)\n",
            "Requirement already satisfied: cryptography>=2.6.1 in /usr/local/lib/python3.10/dist-packages (from ccxt) (41.0.5)\n",
            "Requirement already satisfied: aiohttp>=3.8 in /usr/local/lib/python3.10/dist-packages (from ccxt) (3.8.6)\n",
            "Requirement already satisfied: aiodns>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from ccxt) (3.1.1)\n",
            "Requirement already satisfied: yarl>=1.7.2 in /usr/local/lib/python3.10/dist-packages (from ccxt) (1.9.2)\n",
            "Requirement already satisfied: pycares>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from aiodns>=1.1.1->ccxt) (4.4.0)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (23.1.0)\n",
            "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (3.3.2)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (6.0.4)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (4.0.3)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (1.4.0)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp>=3.8->ccxt) (1.3.1)\n",
            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography>=2.6.1->ccxt) (1.16.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.18.4->ccxt) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.18.4->ccxt) (2.0.7)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=2.6.1->ccxt) (2.21)\n"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "TLmyBCzc0WQ7"
      },
      "cell_type": "markdown",
      "source": [
        "# Load exchange"
      ]
    },
    {
      "metadata": {
        "id": "5QdxmAKzx5Pz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "704611f3-e48b-4f37-cf9b-58e66373fc8c"
      },
      "cell_type": "code",
      "source": [
        "import ccxt\n",
        "\n",
        "# Load Exchange\n",
        "exchange = ccxt.gate ()\n",
        "exchange.load_markets ()\n",
        "\n",
        "print ('exchange: %d markets loaded!' % len (exchange.markets))"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "exchange: 4409 markets loaded!\n"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "NQgGUlxY45-o"
      },
      "cell_type": "markdown",
      "source": [
        "# Set Up The Chart Drawing"
      ]
    },
    {
      "metadata": {
        "id": "WJocH02-44V2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c0a2365b-af59-4ac2-b11e-c482df5ae351"
      },
      "cell_type": "code",
      "source": [
        "# Enables 2x resolution for Retina displays\n",
        "%config InlineBackend.figure_format = 'retina'\n",
        "\n",
        "# This is the library we will use for chart drawing\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Configure the look\n",
        "plt.style.use ('seaborn-white')\n",
        "plt.rcParams[\"figure.figsize\"] = [15,6]"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-6-29dc5dc72c71>:8: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
            "  plt.style.use ('seaborn-white')\n"
          ]
        }
      ]
    },
    {
      "metadata": {
        "id": "td9fRiKu0Y7F"
      },
      "cell_type": "markdown",
      "source": [
        "# Display ETH/USDT prices"
      ]
    },
    {
      "metadata": {
        "id": "jAQZ00BeyHE9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 548
        },
        "outputId": "cf287033-e416-4ca3-9705-1f96b9f1912d"
      },
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from datetime import datetime\n",
        "\n",
        "pair = 'ETH/USDT'\n",
        "\n",
        "# Load OHLCV (open/high/low/close/volume) data with 1-day resolution\n",
        "ohlcv = exchange.fetch_ohlcv (pair, '1d')\n",
        "\n",
        "# Get closing prices for each day\n",
        "prices = [x[4] for x in ohlcv]\n",
        "\n",
        "# Convert Unix timestamps to Python dates\n",
        "dates = [datetime.fromtimestamp (x[0] // 1000) for x in ohlcv]\n",
        "\n",
        "# Prepare a Pandas series object\n",
        "data = pd.Series (prices, index=dates)\n",
        "\n",
        "# Draw a simple line chart\n",
        "data.plot ()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
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          },
          "metadata": {
            "image/png": {
              "width": 1218,
              "height": 514
            }
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "PNuFpogA2KGy"
      },
      "cell_type": "code",
      "source": [],
      "execution_count": 7,
      "outputs": []
    }
  ]
}